diff --git a/llama_cpp/server/app.py b/llama_cpp/server/app.py
index d296e14..2c50fcb 100644
--- a/llama_cpp/server/app.py
+++ b/llama_cpp/server/app.py
@@ -24,6 +24,7 @@ class Settings(BaseSettings):
     last_n_tokens_size: int = 64
     logits_all: bool = False
     cache: bool = False  # WARNING: This is an experimental feature
+    vocab_only: bool = False
 
 
 app = FastAPI(
@@ -49,6 +50,7 @@ llama = llama_cpp.Llama(
     n_batch=settings.n_batch,
     n_ctx=settings.n_ctx,
     last_n_tokens_size=settings.last_n_tokens_size,
+    vocab_only=settings.vocab_only,
 )
 if settings.cache:
     cache = llama_cpp.LlamaCache()
diff --git a/poetry.lock b/poetry.lock
index 8a74d2f..a505168 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,25 @@
-# This file is automatically @generated by Poetry 1.4.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand.
+
+[[package]]
+name = "anyio"
+version = "3.6.2"
+description = "High level compatibility layer for multiple asynchronous event loop implementations"
+category = "dev"
+optional = false
+python-versions = ">=3.6.2"
+files = [
+    {file = "anyio-3.6.2-py3-none-any.whl", hash = "sha256:fbbe32bd270d2a2ef3ed1c5d45041250284e31fc0a4df4a5a6071842051a51e3"},
+    {file = "anyio-3.6.2.tar.gz", hash = "sha256:25ea0d673ae30af41a0c442f81cf3b38c7e79fdc7b60335a4c14e05eb0947421"},
+]
+
+[package.dependencies]
+idna = ">=2.8"
+sniffio = ">=1.1"
+
+[package.extras]
+doc = ["packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
+test = ["contextlib2", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (<0.15)", "uvloop (>=0.15)"]
+trio = ["trio (>=0.16,<0.22)"]
 
 [[package]]
 name = "attrs"
@@ -398,6 +419,64 @@ colorama = ">=0.4"
 [package.extras]
 async = ["aiofiles (>=0.7,<1.0)"]
 
+[[package]]
+name = "h11"
+version = "0.14.0"
+description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
+    {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
+]
+
+[[package]]
+name = "httpcore"
+version = "0.17.0"
+description = "A minimal low-level HTTP client."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "httpcore-0.17.0-py3-none-any.whl", hash = "sha256:0fdfea45e94f0c9fd96eab9286077f9ff788dd186635ae61b312693e4d943599"},
+    {file = "httpcore-0.17.0.tar.gz", hash = "sha256:cc045a3241afbf60ce056202301b4d8b6af08845e3294055eb26b09913ef903c"},
+]
+
+[package.dependencies]
+anyio = ">=3.0,<5.0"
+certifi = "*"
+h11 = ">=0.13,<0.15"
+sniffio = ">=1.0.0,<2.0.0"
+
+[package.extras]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
+
+[[package]]
+name = "httpx"
+version = "0.24.0"
+description = "The next generation HTTP client."
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "httpx-0.24.0-py3-none-any.whl", hash = "sha256:447556b50c1921c351ea54b4fe79d91b724ed2b027462ab9a329465d147d5a4e"},
+    {file = "httpx-0.24.0.tar.gz", hash = "sha256:507d676fc3e26110d41df7d35ebd8b3b8585052450f4097401c9be59d928c63e"},
+]
+
+[package.dependencies]
+certifi = "*"
+httpcore = ">=0.15.0,<0.18.0"
+idna = "*"
+sniffio = "*"
+
+[package.extras]
+brotli = ["brotli", "brotlicffi"]
+cli = ["click (>=8.0.0,<9.0.0)", "pygments (>=2.0.0,<3.0.0)", "rich (>=10,<14)"]
+http2 = ["h2 (>=3,<5)"]
+socks = ["socksio (>=1.0.0,<2.0.0)"]
+
 [[package]]
 name = "idna"
 version = "3.4"
@@ -1232,6 +1311,18 @@ files = [
     {file = "six-1.16.0.tar.gz", hash = "sha256:1e61c37477a1626458e36f7b1d82aa5c9b094fa4802892072e49de9c60c4c926"},
 ]
 
+[[package]]
+name = "sniffio"
+version = "1.3.0"
+description = "Sniff out which async library your code is running under"
+category = "dev"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "sniffio-1.3.0-py3-none-any.whl", hash = "sha256:eecefdce1e5bbfb7ad2eeaabf7c1eeb404d7757c379bd1f7e5cce9d8bf425384"},
+    {file = "sniffio-1.3.0.tar.gz", hash = "sha256:e60305c5e5d314f5389259b7f22aaa33d8f7dee49763119234af3755c55b9101"},
+]
+
 [[package]]
 name = "tomli"
 version = "2.0.1"
@@ -1367,4 +1458,4 @@ testing = ["big-O", "flake8 (<5)", "jaraco.functools", "jaraco.itertools", "more
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.8.1"
-content-hash = "cc9babcdfdc3679a4d84f68912408a005619a576947b059146ed1b428850ece9"
+content-hash = "aa15e57300668bd23c051b4cd87bec4c1a58dcccd2f2b4767579fea7f2c5fa41"
diff --git a/pyproject.toml b/pyproject.toml
index 798fcaf..362899b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,6 +24,7 @@ mkdocs = "^1.4.2"
 mkdocstrings = {extras = ["python"], version = "^0.20.0"}
 mkdocs-material = "^9.1.4"
 pytest = "^7.2.2"
+httpx = "^0.24.0"
 
 [build-system]
 requires = [
diff --git a/tests/test_llama.py b/tests/test_llama.py
index 4727d90..9110286 100644
--- a/tests/test_llama.py
+++ b/tests/test_llama.py
@@ -128,3 +128,24 @@ def test_utf8(monkeypatch):
     n = 0  # reset
     completion = llama.create_completion("", max_tokens=1)
     assert completion["choices"][0]["text"] == ""
+
+
+def test_llama_server():
+    from fastapi.testclient import TestClient
+    import os
+    os.environ["MODEL"] = MODEL
+    os.environ["VOCAB_ONLY"] = "true"
+    from llama_cpp.server.app import app
+    client = TestClient(app)
+    response = client.get("/v1/models")
+    assert response.json() == {
+        "object": "list",
+        "data": [
+            {
+                "id": MODEL,
+                "object": "model",
+                "owned_by": "me",
+                "permissions": [],
+            }
+        ],
+    }